Deep Dives

The Great Data Closure: Why Databricks and Snowflake Are Hitting Their Ceiling

Introduction an information company really grow? This week what would have been news a 12 months ago was not news. Snowflake invested in AtScale, a provider of semantic layer services in a strategic investment within...

Glitches within the Attention Matrix

the groundwork for foundation models, which permit us to take pretrained models off the shelf and apply them to quite a lot of tasks. Nonetheless, there may be a standard artifact present in...

Under the Uzès Sun: When Historical Data Reveals the Climate Change

, I'm biologically required to endure the identical loop of small talk yearly: “It’s boiling, isn’t it? Way hotter than 2020,” or the classic, “Back in my day, we actually had 4 seasons, not...

Optimizing Data Transfer in Batched AI/ML Inference Workloads

is a to Optimizing Data Transfer in AI/ML Workloads where we demonstrated using NVIDIA Nsight™ Systems (nsys) in studying and solving the common data-loading bottleneck — occurrences where the GPU idles while it waits for input...

Automatic Prompt Optimization for Multimodal Vision Agents: A Self-Driving Automobile Example

Optimizing Multimodal Agents Multimodal AI agents, those who can process text and pictures (or other media), are rapidly entering real-world domains like autonomous driving, healthcare, and robotics. In these settings, we now have traditionally used...

Data Science Highlight: Chosen Problems from Advent of Code 2025

is an annual advent calendar of programming puzzles which might be themed around helping Santa’s elves prepare for Christmas. The whimsical setting masks the proven fact that many puzzles call for serious algorithmic...

Beyond Prompting: The Power of Context Engineering

an LLM can see before it generates a solution. This includes the prompt itself, instructions, examples, retrieved documents, tool outputs, and even the prior conversation history. Context has a huge effect on answer quality....

HNSW at Scale: Why Your RAG System Gets Worse because the Vector Database Grows

a contemporary vector database—Neo4j, Milvus, Weaviate, Qdrant, Pinecone—there may be a really high likelihood that Hierarchical Navigable Small World (HNSW) is already powering your retrieval layer. It is kind of likely you probably did...

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